Production AI agent programs for enterprise leaders

Problem. A complex product mix drives inconsistent guidance and long handle times, and new advisers take months to reach proficiency.

Agent design. Assist agent reasons over product, policy and compliance content in real time, proposes next best action, checks the adviser's wording against disclosure rules and writes the wrap summary into CRM.

Outcome. Every adviser answers like the best adviser, with a compliance-checked record of what was said. The adviser reviews and sends every recommendation; nothing reaches the customer unapproved.

Acts in. CRM · Product and policy knowledge · Compliance rules

Problem. Early-stage collections is high-volume, low-margin work where regulatory error is more expensive than the balance recovered.

Agent design. Voice agent works policy-grounded scripts within FDCPA and UDAAP guardrails, takes payments and arrangements inside limits, and hot-transfers on any hardship or dispute signal — every turn logged.

Outcome. More balances resolved per dollar spent, with a complete audit trail for compliance review.

Acts in. Collections platform · Payments · Consent and compliance log

Problem. Periodic refresh across a large customer book is a fixed regulatory cost that scales only by adding analysts.

Agent design. Agents pull entity and ownership data, screen adverse media and sanctions, reconcile discrepancies and produce a refresh packet with a reasoning trace for analyst approval.

Outcome. Analysts approve evidence-backed packets rather than assembling them, and refresh cycles stay inside regulatory windows.

Acts in. CRM · KYC / AML platform · Screening providers

Problem. Advisory agents stall in pilot because supervision cannot sign off on answers that carry no citation or audit trail.

Agent design. Governed retrieval platform with content connectors, permission-aware indexing, an evaluation harness and citation enforcement — the grounding layer every advisory agent calls.

Outcome. Advisers get cited, supervision-ready answers inside the workstation, so advisory agents clear review and reach production.

Acts in. Research library · Product and policy content · Advisor workstation

Problem. Manual document review delays funding, and every day of delay costs pull-through on approved applications.

Agent design. Agent extracts and validates income, identity and asset documents against verification services, scores confidence and routes complete files to underwriting with exceptions flagged.

Outcome. Complete applications reach a decision the same day, with reviewers on exceptions.

Acts in. Loan origination · Document capture · Verification services

Problem. Onboarding friction loses revenue at the front door, but KYC document review cannot be shortcut without regulatory risk.

Agent design. Agent extracts and validates onboarding documents against golden data and screening providers, with confidence thresholds and a full evidence trail per decision.

Outcome. Common document sets clear straight through while risk cases route to compliance. Adverse media, sanctions and document-integrity flags escalate to a compliance analyst.

Acts in. Onboarding platform · KYC / AML screening · Document capture

Problem. Repetitive policy, benefits and onboarding questions absorb HR capacity and slow new-hire time to productivity.

Agent design. Kore.ai agent answers from approved HR policy, executes onboarding checklist steps in HRIS and escalates sensitive matters to an HR business partner with context attached.

Outcome. New hires ramp faster and HR specialists handle the cases that need judgement.

Acts in. HRIS · Benefits platform · Onboarding workflow

Problem. Customers expect to move money and raise disputes digitally, and every routine transaction that reaches a call costs multiples of the digital path.

Agent design. Kore.ai agent authenticates the customer, executes balance, transfer and dispute-initiation transactions through core banking APIs within limits, and routes fraud and complex risk to specialists with context.

Outcome. Everyday banking completes in digital channels while risk cases reach the right team. Fraud, dispute and hardship intents escalate to a human banker with the session context.

Acts in. Core banking · Card and dispute systems · Identity

Problem. Early-stage collections must recover balances without damaging the customer relationship or breaching regulation.

Agent design. Kore.ai voice and digital agent negotiates plans inside policy limits, processes payments and escalates hardship cases to trained specialists, logging every step for compliance.

Outcome. More arrangements set at lower cost with a defensible compliance record.

Acts in. Collections platform · Payments · Compliance log

Problem. Dispute and chargeback SLAs are regulated, and investigator capacity is spent assembling cases rather than deciding them.

Agent design. Kore.ai agent interviews the cardholder, retrieves transaction and device evidence, drafts the dispute package with network reason coding and routes for investigator approval.

Outcome. Investigators decide on complete, pre-assembled cases within regulatory windows.

Acts in. Card and dispute systems · Transaction data · Case management

Problem. Password, access and device demand dominates service-desk cost while queued tickets cost the business productive employee hours.

Agent design. Employee agent grounded in IT policy executes the request across IAM, MDM and ITSM rather than answering it, with approval gates on privileged actions and full change logging.

Outcome. Top ticket categories are completed in chat and analysts hold complex incidents.

Acts in. IAM · ITSM · MDM

Problem. Manager capacity — the layer that drives retention and performance — is consumed by review preparation, approvals and reporting across systems.

Agent design. Agent drafts review inputs from agreed sources, summarizes team data and prepares approval packets, always leaving the decision with the manager.

Outcome. Managers spend the time on coaching, with a consistent evidence trail behind every decision.

Acts in. HRIS · Performance management · Finance approvals